Gaussian Processes with Sample Paths in Reproducing Kernel Banach Spaces

2026-10-22来源 arXiv stat.MLEnglish
arXiv:2605.28106v2 Announce Type: replace-cross Abstract: We investigate the connection between Gaussian processes and Gaussian random elements in reproducing kernel Banach spaces. We show that the covariance operator of a weak second-order Radon probability measure on such a space is uniquely determined by a symmetric positive-definite function. In the Gaussian case, we characterize those functions that arise from covariance operators in terms of $\gamma$-radonifying operators. Building on these results, we extend Driscoll's theorem to the reproducing kernel Banach space setting.

原文:https://www.a8q9.cn/en/article/gaussian-processes-with-sample-paths-in-reproducing-kernel-banach-spaces-f23f16.html

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